Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach

31 August 2019

Papers citing "Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach"

50 / 254 papers shown

Title
Coordinated Topic Modeling Pritom Saha Akash Jie Huang Kevin Chen-Chuan Chang 40 1 0 16 Oct 2022
Extracting Cultural Commonsense Knowledge at Scale Tuan-Phong Nguyen Simon Razniewski A. Varde Gerhard Weikum 40 58 0 14 Oct 2022
ConEntail: An Entailment-based Framework for Universal Zero and Few Shot Classification with Supervised Contrastive Pretraining H. Zhang Aysa Xuemo Fan Rui Zhang VLM 51 3 0 14 Oct 2022
LIME: Weakly-Supervised Text Classification Without Seeds Seongmin Park Jihwa Lee 41 8 0 13 Oct 2022
PoliGraph: Automated Privacy Policy Analysis using Knowledge Graphs (Journal Version) Hao Cui R. Trimananda A. Markopoulou Scott Jordan 57 16 0 13 Oct 2022
Lbl2Vec: An Embedding-Based Approach for Unsupervised Document Retrieval on Predefined Topics Tim Schopf Daniel Braun Florian Matthes 13 23 0 12 Oct 2022
Rethinking the Event Coding Pipeline with Prompt Entailment C. Lefebvre Niklas Stoehr 37 6 0 11 Oct 2022
Hypothesis Engineering for Zero-Shot Hate Speech Detection Janis Goldzycher Gerold Schneider 43 7 0 03 Oct 2022
Community Learning: Understanding A Community Through NLP for Positive Impact Towhid Chowdhury Naveen Sharma 21 0 0 02 Oct 2022
Selecting Better Samples from Pre-trained LLMs: A Case Study on Question Generation Xingdi Yuan Tong Wang Yen-Hsiang Wang Emery Fine Rania Abdelghani Pauline Lucas Hélene Sauzéon Pierre-Yves Oudeyer 43 30 0 22 Sep 2022
Design of Negative Sampling Strategies for Distantly Supervised Skill Extraction Jens-Joris Decorte Jeroen Van Hautte Johannes Deleu Chris Develder Thomas Demeester 31 13 0 13 Sep 2022
Zero-shot Aspect-level Sentiment Classification via Explicit Utilization of Aspect-to-Document Sentiment Composition Pengfei Deng Jianhua Yuan Yanyan Zhao Bing Qin 42 3 0 06 Sep 2022
Flexible Job Classification with Zero-Shot Learning Thom Lake VLM 43 1 0 30 Aug 2022
Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection Daniele Comi Dimitrios Christofidellis Pier Francesco Piazza Matteo Manica 51 4 0 15 Aug 2022
Label Sleuth: From Unlabeled Text to a Classifier in a Few Hours Eyal Shnarch Alon Halfon Ariel Gera Marina Danilevsky Yannis Katsis ... Philip Levin Slesarev Gwilym Newton Shila Ofek-Koifman Noam Slonim Yoav Katz VLM 17 19 0 02 Aug 2022
Continual Learning with Transformers for Image Classification Beyza Ermis Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 50 21 0 28 Jun 2022
Few-Shot Stance Detection via Target-Aware Prompt Distillation Yan Jiang Jinhua Gao Huawei Shen Xueqi Cheng 43 27 0 27 Jun 2022
Template-based Approach to Zero-shot Intent Recognition Dmitry Lamanov Pavel Burnyshev Ekaterina Artemova Valentin Malykh A. Bout Irina Piontkovskaya 20 9 0 22 Jun 2022
Actuarial Applications of Natural Language Processing Using Transformers: Case Studies for Using Text Features in an Actuarial Context Andrea Troxler Jürg Schelldorfer 21 10 0 04 Jun 2022
The Contribution of Lyrics and Acoustics to Collaborative Understanding of Mood Shahrzad Naseri S. Reddy Joana Correia Jussi Karlgren Rosie Jones 11 2 0 31 May 2022
Artificial intelligence for topic modelling in Hindu philosophy: mapping themes between the Upanishads and the Bhagavad Gita Rohitash Chandra Mukul Ranjan AI4CE 37 12 0 23 May 2022
Evaluating and Inducing Personality in Pre-trained Language Models Guangyuan Jiang Manjie Xu Song-Chun Zhu Wenjuan Han Chi Zhang Yixin Zhu 42 78 0 20 May 2022
Unified Semantic Typing with Meaningful Label Inference James Y. Huang Bangzheng Li Lyne Tchapmi Muhao Chen 45 30 0 04 May 2022
Improving In-Context Few-Shot Learning via Self-Supervised Training Mingda Chen Jingfei Du Ramakanth Pasunuru Todor Mihaylov Srini Iyer Ves Stoyanov Zornitsa Kozareva SSL AI4MH 68 63 0 03 May 2022
Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning Oscar Sainz Itziar Gonzalez-Dios Oier López de Lacalle Bonan Min Eneko Agirre 44 49 0 03 May 2022
Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning Angelo Ziletti Alan Akbik Christoph Berns T. Herold Marion Legler Martina Viell MedIm 19 8 0 01 May 2022
Polyglot Prompt: Multilingual Multitask PrompTraining Jinlan Fu See-Kiong Ng Pengfei Liu 42 7 0 29 Apr 2022
Systematicity, Compositionality and Transitivity of Deep NLP Models: a Metamorphic Testing Perspective Edoardo Manino Julia Rozanova Danilo S. Carvalho André Freitas Lucas C. Cordeiro 40 7 0 26 Apr 2022
Estimating the Personality of White-Box Language Models Saketh Reddy Karra S. Nguyen Theja Tulabandhula 32 51 0 25 Apr 2022
Tweets2Stance: Users stance detection exploiting Zero-Shot Learning Algorithms on Tweets Margherita Gambini T. Fagni C. Senette Maurizio Tesconi 28 3 0 22 Apr 2022
Zero and Few-shot Learning for Author Profiling Mara Chinea-Rios Thomas Müller Gretel Liz De la Pena Sarracén Francisco Rangel Marc Franco-Salvador 36 14 0 22 Apr 2022
Unsupervised Ranking and Aggregation of Label Descriptions for Zero-Shot Classifiers Angelo Basile Marc Franco-Salvador Paolo Rosso VLM 21 2 0 20 Apr 2022
Active Few-Shot Learning with FASL Thomas Müller Guillermo Pérez-Torró Angelo Basile Marc Franco-Salvador VLM 39 22 0 20 Apr 2022
A Personalized Dialogue Generator with Implicit User Persona Detection Itsugun Cho Dongyang Wang Ryota Takahashi Hiroaki Saito 32 15 0 15 Apr 2022
Classification of Natural Language Processing Techniques for Requirements Engineering Liping Zhao Waad Alhoshan Alessio Ferrari Keletso J. Letsholo VLM AI4TS 45 10 0 08 Apr 2022
Are We Really Making Much Progress in Text Classification? A Comparative Review Lukas Galke Andor Diera Bao Xin Lin Bhakti Khera Tim Meuser Tushar Singhal Fabian Karl A. Scherp VLM 43 4 0 08 Apr 2022
Forecasting Cryptocurrency Returns from Sentiment Signals: An Analysis of BERT Classifiers and Weak Supervision Duygu Ider Stefan Lessmann 33 5 0 06 Apr 2022
On the Effectiveness of Pretrained Models for API Learning M. Hadi Imam Nur Bani Yusuf Ferdian Thung K. Luong Jiang Lingxiao Fatemeh H. Fard David Lo 55 13 0 05 Apr 2022
Few-Shot Learning with Siamese Networks and Label Tuning Thomas Müller Guillermo Pérez-Torró Marc Franco-Salvador VLM 38 40 0 28 Mar 2022
ZS4IE: A toolkit for Zero-Shot Information Extraction with simple Verbalizations Oscar Sainz Haoling Qiu Oier López de Lacalle Eneko Agirre Bonan Min SyDa 42 12 0 25 Mar 2022
How Many Data Samples is an Additional Instruction Worth? Ravsehaj Singh Puri Swaroop Mishra Mihir Parmar Chitta Baral 30 17 0 17 Mar 2022
Towards Personalized Intelligence at Scale Yiping Kang Ashish Mahendra Christopher Clarke Lingjia Tang Jason Mars 36 1 0 13 Mar 2022
Memory Efficient Continual Learning with Transformers Beyza Ermis Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 43 43 0 09 Mar 2022
VScript: Controllable Script Generation with Visual Presentation Ziwei Ji Yan Xu I-Tsun Cheng Samuel Cahyawijaya Rita Frieske Etsuko Ishii Mini Zeng Andrea Madotto Pascale Fung 58 3 0 01 Mar 2022
Logical Fallacy Detection Zhijing Jin Abhinav Lalwani Tejas Vaidhya Xiaoyu Shen Yiwen Ding Zhiheng Lyu Mrinmaya Sachan Rada Mihalcea Bernhard Schölkopf LRM 93 34 0 28 Feb 2022
Ultra-fine Entity Typing with Indirect Supervision from Natural Language Inference Bangzheng Li Wenpeng Yin Muhao Chen 40 29 0 12 Feb 2022
Metadata-Induced Contrastive Learning for Zero-Shot Multi-Label Text Classification Yu Zhang Zhihong Shen Chieh-Han Wu Boya Xie Junheng Hao Yexin Wang Kuansan Wang Jiawei Han VLM 57 27 0 11 Feb 2022
AdaPrompt: Adaptive Model Training for Prompt-based NLP Yulong Chen Yang Liu Li Dong Shuohang Wang Chenguang Zhu Michael Zeng Yue Zhang VLM 66 45 0 10 Feb 2022
Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Yu Meng Jiaxin Huang Yu Zhang Jiawei Han SyDa 38 230 0 09 Feb 2022
Zero-Shot Aspect-Based Sentiment Analysis Lei Shu Hu Xu Bing-Quan Liu Jiahua Chen 42 14 0 04 Feb 2022